Kellys Cove is a bay located in Waldo County, Maine. It appears on the Islesboro USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately -3.17 feet (-0.97 m) above sea level. The nearest populated place is Bayside, approximately 0.7 miles to the NW.